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Operator calculus for information field theory.
Leike, Reimar H; Enßlin, Torsten A.
Affiliation
  • Leike RH; Max-Planck-Institut für Astrophysik, Karl-Schwarzschildstrasse 1, 85748 Garching, Germany and Ludwig-Maximilians-Universität München, Geschwister-Scholl-Platz 1, 80539 Munich, Germany.
  • Enßlin TA; Max-Planck-Institut für Astrophysik, Karl-Schwarzschildstrasse 1, 85748 Garching, Germany and Ludwig-Maximilians-Universität München, Geschwister-Scholl-Platz 1, 80539 Munich, Germany.
Phys Rev E ; 94(5-1): 053306, 2016 Nov.
Article in En | MEDLINE | ID: mdl-27967173
Signal inference problems with non-Gaussian posteriors can be hard to tackle. Through using the concept of Gibbs free energy these posteriors are rephrased as Gaussian posteriors for the price of computing various expectation values with respect to a Gaussian distribution. We present a way of translating these expectation values to a language of operators which is similar to that in quantum mechanics. This simplifies many calculations, for instance such as those involving log-normal priors. The operator calculus is illustrated by deriving a self-calibrating algorithm which is tested with mock data.
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Collection: 01-internacional Database: MEDLINE Language: En Journal: Phys Rev E Year: 2016 Type: Article Affiliation country: Germany
Search on Google
Collection: 01-internacional Database: MEDLINE Language: En Journal: Phys Rev E Year: 2016 Type: Article Affiliation country: Germany